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Table 2 Summary of features from studies employing a stepped wedge design

From: Stepped wedge cluster randomised trials: a review of the statistical methodology used and available

First Author

Type of SWD

n clusters (n steps)

Statistical analysis method used for primary outcome (Distribution of outcome)

Adjusted for time

Sample size estimation

Publication phase

Aoun [110]

Aoun [111]

Aoun [112]

Aoun [113]

Austin [114]

Grande [115]

Cohort

3 (3)

GLMM (Normal)

Yes

Yes: Cluster Design Effect Adjustment

Results

Lo [116]

Cross sectional

54 (3)

GLMM (Binomial)

Unknown

Unknown

Results

Bacchieri [47]

Cohort

42 (2)

GLM with RVE (Poisson)

Yes

Yes: No Clustering adjustment

Results

Badenbroek [76]

Cohort

40 (4)

Not Mentioned

Unknown

Yes: Cluster Design Effect Adjustment

Protocol

Bailet [117]

Cross sectional

174 (2)

GLMM (Normal)

Yes

No

Results

Bailey [77]

Cohort

4 (4)

Unknown

Unknown

Unknown

Results

Bailey [82]

Cross sectional

6 (6)

GEE Few clusters adjustment (Binomial)

Yes

Yes: Simulated

Results

Banga [78]

Cross sectional

4 (4)

Not Mentioned

Unknown

Yes: Woertman method

Protocol

Barton [59]

Somerville [58]

Cohort

119 (2)

Mann–Whitney U/ANCOVA (Normal)

Yes

Yes: No Clustering adjustment

Results

Bashour [118]

Cross sectional

4 (4)

GLMM (Normal)

Yes

Yes: Hussey/Hughes method

Results

Bennett [119]

Cohort

15 (3)

GLMM (Normal)

No

Yes: Cluster Design Effect Adjustment

Protocol

Bernabe-Ortiz [120]

Cross sectional

6 (6)

GEE (Normal)

No

Yes: Hussey/Hughes method

Protocol

Bouwsma [51]

Cohort

9 (9)

Cox PH models with gamma random effects (Time to Event)

Yes

Yes: Hussey/Hughes method

Protocol

Brimblecombe [80]

Cross sectional

20 (4)

GLMM (Normal)

Yes

Yes: Simulated

Protocol

Brown [121]

Cross sectional

9 (5)

GEE (Binomial)

Unknown

Yes: Cluster Design Effect Adjustment

Protocol

Brownell [122]

Cohort

20 (5)

GLMM (Binomial)

Yes

No

Results

Chavane [123]

Cross sectional

10 (10)

GLMM (Binomial)

Unknown

Yes: Cluster Design Effect Adjustment

Protocol

Chinbuah [124]

Chinbuah [125]

Cross sectional

114 (2)

GLMM (Poisson/Binomial)

No

Yes: Cluster Design Effect Adjustment

Results

Ciliberto [71]

Patel [73]

Cohort

7 (6)

GLM (Binomial)/Unspecified Survival Analysis (Time to Event)

No

Yes: No Clustering adjustment

Results

Cowan [65]

Cross sectional

6 (3)

GLM fixed effect for cluster (Binomial)

Yes

Yes: Hussey/Hughes method

Protocol

Crain [126]

Solberg [127]

Cohort

96 (5)

GLMM (Not specified)

Yes

No

Protocol

Craine [66]

Cross sectional

5 (5)

GLM fixed effect for cluster (Binomial)

Yes

Yes: Hussey/Hughes method

Results

Dainty [128]

Morrison [129]

Cross sectional

32 (4)

GEE (Binomial)

Yes

Yes: Hussey/Hughes method

Results

De Allegri [130]

Gnawali [131]

Cohort

33 (3)

GLMM (Binomial)

Yes

Yes: Cluster Design Effect Adjustment

Results

Dilworth [61]

Turner [132]

Cross sectional

5 (5)

GEE/Discourse Mapping (Normal)

No

Yes: Cluster Design Effect Adjustment

Protocol

Doherty [55]

Cross sectional

55 (2)

χ2 test for trend (Multinomial)/Kruskal-Wallis (Nonparametric)

No

Yes: Details not clear

Results

Dreischulte [133]

Cohort

40 (10)

GLMM (Binomial)

Yes

Yes: Details not clear

Protocol

Dryden-Peterson [134]

Cross sectional

20 (10)

GEE (Binomial)

Yes

Yes: Details not clear

Results

Due [53]

Cohort

189 (2)

T-test (Normal)

No

Yes: Details not clear

Results

Duijster [135]

Monse [136]

Cohort

13 (2)

GLMM (Normal)

Yes

No

Results

Durovni [49]

Golub [50]

Moulton [26]

Cross sectional

29 (14)

GLM with Scale Parameter (Poisson)/Cox PH with either Bootstrap SE, RVE or gamma random effect (Time to event)

Yes

Yes: Moulton

Results

Durovni [137]

Trajman [138]

Cross sectional

14 (7)

GLMM (Poisson and Binomial)

Yes

Yes: Moulton

Results

Emond [139]

Cross sectional

9 (3)

GLMM (Normal and Binomial

Yes

Yes: Hussey/Hughes method

Protocol

Enns [140]

Cross sectional

4 (4)

GEE (Poisson)

Yes

No

Results

Etchells [141]

Cross sectional

2 (2)

GLMM (Normal and Binomial

No

No

Results

Fernald [142]

Cohort

506 (2)

GLM adjusting for sampling design and clustering (Normal and Binomial)

No

Yes: Cluster Design Effect Adjustment

Results

Franklin [143]

Cross sectional

15 (5)

GLMM (Binomial)

Yes

Yes: Details not clear

Results

Fuller [81]

Cross sectional

60 (5)

GLMM (Binomial)

Yes

Yes: Simulated

Results

Gambia Hepatitis Study Group [14]

Cross sectional

17 (16)

Not Mentioned

Unknown

Yes: No Clustering adjustment

Protocol

Gerritsen [144]

Leontjevas [145]

Leontjevas [146]

Leontjevas [147]

Cohort

5 (5)

GLMM (Normal and Binomial)

Yes

Yes: Hussey/Hughes method

Results

Golden [34]

Cross sectional

23 (4)

GLMM/GEE (Binomial/Poisson)

Yes

Yes: Hussey/Hughes method

Results

Groshaus [67]

Cohort

6 (6)

GLM fixed effect for cluster (Normal and Binomial)

No

No

Results

Gruber [148]

Cohort

24 (6)

GEE with RVE (Binomial)

Yes

Yes: Hussey/Hughes method

Results

Grunewaldt [54]

Cohort

20 (2)

χ2 tests (Binomial)/t-tests (Normal)

No

No

Results

Gucciardi [149]

Cross sectional

4 (3)

GLMM/GEE (Binomial)

Yes

Yes: Cluster Design Effect Adjustment

Protocol

Haines [150]

Cross sectional

6 (6)

GLMM (Normal)

Yes

Yes: Hussey/Hughes method

Protocol

Haugen [74]

Cross sectional

5 (5)

GLM (Binomial)

Yes

Yes: Details not clear

Results

Haukka [151]

Cross sectional

9 (4)

Unspecified Survival Analysis (Time to event)/GEE (Normal)

No

No

Protocol

Hayden [152]

Cohort

4 (4)

GLMM (Binomial)

Yes

Yes: Details not clear

Results

Hill [153]

Hill

Cross sectional

8 (4)

GLM RVE (Negative Binomial and Binomial)

Yes

Yes: Cluster Design Effect Adjustment

Results

Horner [154]

Cohort

65 (3)

GLMM (Binomial)

Yes

No

Results

Howlin [155]

Cohort

18 (2)

GLMM (Ordinal)

No

Yes: Cluster Design Effect Adjustment

Results

Hunter [156]

Cross sectional

8 (2)

GLMM (Binomial)

No

Yes: Cluster Design Effect Adjustment

Protocol

Husaini [157]

Cohort

45 (2)

GLMM (Binomial)

No

No

Results

Kelly [68]

Cross sectional

4 (4)

GLM fixed effect for cluster or Bootstrap SE (Normal)

Yes

Yes: Cluster Design Effect Adjustment

Protocol

Keriel-Gascou [98]

Cross sectional

8 (4)

GLMM (Binomial)

Yes

Yes: Hussey/Hughes method

Protocol

Killam [158]

Cross sectional

8 (8)

GEE (Binomial)

Yes

No

Results

Kitson [159]

Schultz [160]

Cross sectional

25 (4)

GLMM (Normal)

Yes

Yes: Hussey/Hughes method

Results

Kjeken [161]

Cohort

6 (6)

GLMM (Normal)

Yes

Yes: Cluster Design Effect Adjustment

Protocol

Larsen [46]

Cross sectional

46 (18)

GLM with RVE (Binomial)

Yes

Yes: Details not clear

Results

Li [162]

Cross sectional

104 (4)

GEE (Binomial)

Yes

Yes: Cluster Design Effect Adjustment

Protocol

Liddy [163]

Cohort

83 (3)

GLMM (Normal)

Yes

Yes: Cluster Design Effect Adjustment

Protocol

Lilly [87]

Cross sectional

7 (7)

GLMM (Binomial and Normal)

Yes

Yes: No Clustering adjustment

Results

Maheu-Giroux [164]

Cross sectional

6 (3)

GLMM (Binomial)

Yes

No

Results

Marrin [165]

Cross sectional

6 (3)

GLMM (Normal)

No

Yes: Cluster Design Effect Adjustment

Protocol

Marshall [166]

Cross sectional

32 (10)

GEE (Binomial)

Yes

Yes: Cluster Design Effect Adjustment

Protocol

Mhurchu [167]

Mhurchu [168]

Cohort

14 (4)

GLMM (Binomial and Normal)

Yes

Yes: Hussey/Hughes method

Results

Mosha [72]

Cross sectional

10 (10)

GLM (Binomial)

No

No

Results

Mouchoux [62]

Cross sectional

3 (3)

GLM fixed effect for cluster (Binomial)

Yes

Yes: Hussey/Hughes method

Protocol

Muntinga [169]

Cohort

35 (4)

GLMM (Normal)

Yes

Yes: Cluster Design Effect Adjustment

Protocol

Ononge [75]

Cross sectional

6 (Unclear)

GLM (Normal and Binomial)

No

No

Results

Palmay [170]

Cross sectional

6 (6)

GLMM (Negative binomial)

Yes

No

Results

Palmer [83]

Cohort

11 (3)

GLMM (Normal)

Yes

Yes: Simulated

Protocol

Pearse [52]

Cross sectional

90 (15)

GLMM (Binomial)/Cox PH (Time to Event)

Yes

Yes: Hussey/Hughes method

Protocol

Pickering [171]

Cohort

4 (4)

GLMM (Normal)

Yes

Yes: Details not clear

Results

Poldervaart [172]

Cross sectional

10 (10)

GLMM (Binomial)

No

Yes: Cluster Design Effect Adjustment

Protocol

Priestley [88]

Cross sectional

16 (7)

GLMM (Binomial)

Unknown

Yes: No Clustering adjustment

Results

Proeschold-Bell [79]

Cohort

3 (3)

Unknown

Unknown

No

Protocol

Rasmussen [173]

Cohort

21 (4)

GLMM (Normal)

No

Yes: Woertman method

Results

Reuther [174]

Cohort

12 (5)

GLMM (Binomial)

Yes

Yes: Hussey/Hughes method

Protocol

Roy [175]

Cross sectional

27 (5)

GLMM (Binomial)

No

Yes: Cluster Design Effect Adjustment

Results

Schnelle [60]

Cohort

2 (2)

Repeated Measures ANOVA (Normal)

Yes

Unknown

Results

Skrovseth [57]

Cohort

2 (2)

GLM (Normal)/Wilcoxon Rank sum (Non parametric)

No

Yes: Details not clear

Results

Solomon [176]

Solomon [177]

Cross sectional

128 (4)

GLMM/GEE (Normal/Binomial)

Yes

Yes: Hussey/Hughes method

Results

Stern [84]

Cohort

12 (11)

GLMM (Normal)

Yes

Yes: Simulated

Results

Strijbos [89]

Cross sectional

8 (4)

GLMM (Binomial)

No

Yes: No Clustering adjustment

Protocol

Suman [178]

Cohort

4 (4)

GLMM (Binomial)

No

Yes: Cluster Design Effect Adjustment

Protocol

Tielsch [85]

Cohort

12 (12)

GLMM (Normal and Binomial)

Yes

Yes: Simulated

Protocol

Tiono [179]

Cohort (Cross sectional subgroup)

40 (8)

GLMM (Binomial)

Yes

Yes: Cluster Design Effect Adjustment

Protocol

Tirlea [180]

Tirlea [181]

Cohort

12 (3)

GLMM (Normal)

Yes

Yes: Cluster Design Effect Adjustment

Results

Toftegaard [182]

Cohort (GP level) Cross Sectional (patient level)

8 (8)

GLMM (Binomial)

No

Yes: Woertman method

Protocol

Viera [56]

Cohort

3 (2)

McNemar’s test (Binomial)

No

Retrospectively: No clustering adjustment

Results

Ward [183]

Cross sectional

24 (3)

GLMM/GEE (Binomial)

No

Yes: Cluster Design Effect Adjustment

Protocol

Weiner [69]

Cross sectional

36 (36)

GLM fixed effect for cluster (Binomial)

No

No

Results

Williams [184]

Cohort

12 (3)

GLMM (Normal)

Yes

Yes: Hussey/Hughes method

Protocol

Williamson [70]

Cohort

6 (3)

GLM fixed effect for cluster (Binomial and Normal)

Yes

Yes: Hussey/Hughes method

Protocol

Wilrycx [185]

Cohort

2 (2)

GLMM (Normal)

Unknown

No

Results

Zwijsen [186]

Zwijsen [187]

Zwijsen [188]

Zwijsen [189]

Cohort

17 (5)

GLMM (Binomial)

No

Yes: Hussey/Hughes method

Results

van Daalen [86]

Cross sectional

9 (4)

GLMM/GEE (Normal/Binomial)

No

Yes: Simulated

Protocol

van de Steeg [190]

van de Steeg [191]

Cross sectional

18 (10)

GLMM (Binomial)

Yes

Yes: Cluster Design Effect Adjustment

Results

van den Broek [63]

van den Broek [64]

Cross sectional

190 (3)

GLM fixed effect for cluster (Binomial)

No

Yes: Simulated

Results

van Holland [192]

Cohort

5 (5)

GLMM (Normal and Binomial)

Yes

Yes: Hussey/Hughes method

Protocol